{"id":237775,"date":"2026-06-26T05:22:00","date_gmt":"2026-06-26T09:22:00","guid":{"rendered":"https:\/\/testing.news-you-need.com\/index.php\/2026\/06\/26\/generative-artificial-intelligence-creates-delicious-sustainable-and-nutritious-burgers\/"},"modified":"2026-06-26T11:31:51","modified_gmt":"2026-06-26T15:31:51","slug":"generative-artificial-intelligence-creates-delicious-sustainable-and-nutritious-burgers","status":"publish","type":"post","link":"https:\/\/testing.news-you-need.com\/index.php\/2026\/06\/26\/generative-artificial-intelligence-creates-delicious-sustainable-and-nutritious-burgers\/","title":{"rendered":"Generative artificial intelligence creates delicious, sustainable, and nutritious burgers"},"content":{"rendered":"<p><a href=\"https:\/\/www.nature.com\/articles\/s41538-026-00953-x\">Generative artificial intelligence creates delicious, sustainable, and nutritious burgers<\/a><\/p>\n<p><a href=\"https:\/\/www.nature.com\/articles\/s41538-026-00953-x\">https:\/\/www.nature.com\/articles\/s41538-026-00953-x<\/a><\/p>\n<p>Publish Date: <a href=\"publish_date]\">2026-06-26 05:22:00<\/a><\/p>\n<p>Source Domain: <a href=\"www.nature.com\">www.nature.com<\/a><\/p>\n<ul>\n<li>\n<p><strong>Model Architecture and Training<\/strong><\/p>\n<ul>\n<li>The article describes a diffusion-based framework that separates the ingredient selection from ingredient quantification in burger recipes.<\/li>\n<li>The model utilizes a multinomial diffusion model for ingredient selection and a score-based diffusion model for ingredient quantification given a mask.<\/li>\n<li>This framework progressively randomizes existing recipes into noisy combinations and reverses the process to generate realistic burger recipes.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>Diffusion-Based Recipe Generation<\/strong><\/p>\n<ul>\n<li>A forward stochastic process adds noise to data samples, progressively obscuring the original sample over time steps.<\/li>\n<li>The reverse stochastic process is learned to progressively denoise the data and reconstruct realistic burger recipes from unstructured noise.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>Ingredient Selection and Quantification<\/strong><\/p>\n<ul>\n<li>Ingredient selection is modeled using a multinomial diffusion process where the presence of an ingredient is treated as a categorical variable.<\/li>\n<li>Ingredient quantification conditional on a selection mask is estimated using a score-based diffusion model formulated through stochastic differential equations.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>Dataset and Training Validation<\/strong><\/p>\n<ul>\n<li>The model is trained on a dataset derived from human-designed burger recipes, sourced from Food.com, containing 2,216 recipes with 146 ingredients.<\/li>\n<li>The model accurately reproduces the statistical properties of the training data, estimating ingredient presence and predicting quantities in unseen recipes with small errors.   <\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>Recipe Validation and Sensory Survey<\/strong><\/p>\n<ul>\n<li>AI-generated burgers are prepared and evaluated in a blind sensory survey conducted with 101 participants, assessing overall liking, flavor, and texture on a Likert scale.<\/li>\n<li>Participants also rate binary flavor- and texture-related attributes. The survey aims to validate the palatability and novelty of the AI-generated recipes compared to a human-designed benchmark, the Big Mac\u00ae.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Generative artificial intelligence creates delicious, sustainable, and nutritious burgers https:\/\/www.nature.com\/articles\/s41538-026-00953-x Publish Date: 2026-06-26 05:22:00 Source&#8230;<\/p>\n","protected":false},"author":1,"featured_media":237776,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media.springernature.com\/m685\/springer-static\/image\/art%3A10.1038%2Fs41538-026-00953-x\/MediaObjects\/41538_2026_953_Fig1_HTML.png","fifu_image_alt":"","footnotes":""},"categories":[14],"tags":[20],"class_list":["post-237775","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-artificial-intelligence"],"_links":{"self":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/237775"}],"collection":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/comments?post=237775"}],"version-history":[{"count":1,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/237775\/revisions"}],"predecessor-version":[{"id":237777,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/posts\/237775\/revisions\/237777"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media\/237776"}],"wp:attachment":[{"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/media?parent=237775"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/categories?post=237775"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/testing.news-you-need.com\/index.php\/wp-json\/wp\/v2\/tags?post=237775"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}